In the experiment, we utilize the UCI HAR dataset[1]}. It consists data of 30 volunteers within an age bracket of 19-48 years. Each person performed six activities (WALKING, WALKING_UPSTAIRS, WALKING_DOWNSTAIRS, SITTING, STANDING, LAYING) wearing a smartphone (figure REF  shows the distribution of the activities in the dataset).
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